{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5b32c118",
   "metadata": {},
   "source": [
    "# 官网链接\n",
    "https://docs.langchain.com/oss/python/integrations/text_embedding"
   ]
  },
  {
   "attachments": {
    "image-2.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "a27bbe88",
   "metadata": {},
   "source": [
    "![image-2.png](attachment:image-2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69b7fb8e",
   "metadata": {},
   "source": [
    "嵌入模型会将原始文本（如句子、段落或推文）转换为固定长度的数字向量，该向量能捕捉文本的语义含义。\n",
    "\n",
    "这些向量让机器可以基于含义而非精确词汇来比较和搜索文本。\n",
    "\n",
    "在实际应用中，这意味着具有相似思想的文本会在向量空间中处于相近位置。例如，嵌入模型不仅能匹配 “机器学习” 这一短语，还能找出那些讨论相关概念但措辞不同的文档。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eebe3b3c",
   "metadata": {},
   "source": [
    "# 工作原理\n",
    "\n",
    "向量化：模型将每个输入字符串编码为高维向量。\n",
    "\n",
    "相似度评分：通过数学指标对向量进行比较，以衡量原始文本的相关紧密程度。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cd30185",
   "metadata": {},
   "source": [
    "# 相似度指标\n",
    "\n",
    "常用的嵌入向量比较指标有以下几种：\n",
    "\n",
    "余弦相似度：衡量两个向量之间的夹角大小。\n",
    "\n",
    "欧氏距离：衡量向量空间中两点间的直线距离。\n",
    "\n",
    "点积：衡量一个向量在另一个向量上的投影程度。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28ef3904",
   "metadata": {},
   "source": [
    "```python\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "def cosine_similarity(vec1, vec2):\n",
    "    dot = np.dot(vec1, vec2)\n",
    "    return dot / (np.linalg.norm(vec1) * np.linalg.norm(vec2))\n",
    "\n",
    "similarity = cosine_similarity(query_embedding, document_embedding)\n",
    "print(\"Cosine Similarity:\", similarity)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9862ac51",
   "metadata": {},
   "source": [
    "# 接口说明\n",
    "\n",
    "LangChain 通过 Embeddings 接口，为文本嵌入模型（如 OpenAI、Cohere、Hugging Face 等）提供了标准化接口。\n",
    "\n",
    "该接口包含两个核心方法：\n",
    "\n",
    "embed_documents (texts: List [str]) → List [List [float]]：对文档列表进行嵌入处理。\n",
    "\n",
    "embed_query (text: str) → List [float]：对单个查询文本进行嵌入处理。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c012593",
   "metadata": {},
   "source": [
    "# 缓存机制\n",
    "嵌入向量可被存储或临时缓存，避免重复计算。\n",
    "\n",
    "缓存嵌入向量可通过 CacheBackedEmbeddings 实现。这个包装器将嵌入向量存储在键值存储中，文本会被哈希处理，哈希值作为缓存中的键。\n",
    "\n",
    "初始化 CacheBackedEmbeddings 的主要支持方式是 from_bytes_store 方法，它接收以下参数：\n",
    "\n",
    "underlying_embedder：用于生成嵌入向量的底层嵌入模型。\n",
    "\n",
    "document_embedding_cache：用于缓存文档嵌入向量的任意 ByteStore 存储对象。\n",
    "\n",
    "batch_size：（可选，默认值为 None）存储更新之间需要嵌入处理的文档数量。\n",
    "\n",
    "namespace：（可选，默认值为空字符串）文档缓存使用的命名空间，可避免冲突（例如，将其设为嵌入模型名称）。\n",
    "\n",
    "query_embedding_cache：（可选，默认值为 None）用于缓存查询嵌入向量的 ByteStore 存储对象；设为 True 则复用 document_embedding_cache 的存储对象。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10917385",
   "metadata": {},
   "source": [
    "## 缓存放本地存储(持久化)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2d5aad3e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/d/github/langchain_course/.venv/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "/d/github/langchain_course/.venv/lib/python3.10/site-packages/langchain_classic/embeddings/cache.py:58: UserWarning: Using default key encoder: SHA-1 is *not* collision-resistant. While acceptable for most cache scenarios, a motivated attacker can craft two different payloads that map to the same cache key. If that risk matters in your environment, supply a stronger encoder (e.g. SHA-256 or BLAKE2) via the `key_encoder` argument. If you change the key encoder, consider also creating a new cache, to avoid (the potential for) collisions with existing keys.\n",
      "  _warn_about_sha1_encoder()\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "from langchain_classic.embeddings import CacheBackedEmbeddings\n",
    "from langchain_classic.storage import LocalFileStore\n",
    "from langchain_ollama import OllamaEmbeddings\n",
    "from langchain_core.vectorstores import InMemoryVectorStore\n",
    "from langchain_classic.storage import InMemoryByteStore\n",
    "# 初始化底层嵌入模型（使用本地Ollama的bge-m3）\n",
    "underlying_embeddings = OllamaEmbeddings(\n",
    "    base_url=\"http://host.docker.internal:11434\",  # 适配Docker环境的Ollama地址\n",
    "    model=\"bge-m3:latest\", # 这里是ollama软件里展示的，而不是随便起的。\n",
    ")\n",
    "namespace = \"bge-m3\" # 可以自定义\n",
    "# 创建本地文件存储用于缓存（会在当前目录生成embedding_cache文件夹）\n",
    "store = LocalFileStore(\"./embedding_cache/\") \n",
    "# 初始化带缓存的嵌入器（使用处理后的安全命名空间）\n",
    "cached_embedder = CacheBackedEmbeddings.from_bytes_store(\n",
    "    underlying_embeddings=underlying_embeddings,\n",
    "    document_embedding_cache=store,\n",
    "    namespace=namespace,\n",
    "    # query_embedding_cache=True, # 先不加这个重要参数，默认是False\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5fa2d340",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== 第一次：100次查询（无缓存） =====\n",
      "总耗时：17.10秒\n",
      "\n",
      "time_list:  [3.660045233999881, 0.16512403700016876, 0.17345139799999743, 0.15097134300003745, 0.14109754499986593, 0.14997614999992948, 0.14970949999997174, 0.13776087899987033, 0.14482234000024619, 0.14976081000031627, 0.16685593400006837, 0.1699672439999631, 0.154796035000345, 0.1498265430000174, 0.150519642999825, 0.17706805099987832, 0.15953847099990526, 0.1641775390003204, 0.14513145499995517, 0.14952830199990785, 0.1654508070000702, 0.16604382800005624, 0.15934419099994557, 0.16820157800020752, 0.14707482800031357, 0.1453156500001569, 0.1566711899999973, 0.1466718349997791, 0.1563527539997267, 0.14341137900009926, 0.15549940400023843, 0.14598668100006762, 0.15828036600032647, 0.15125573099976464, 0.15931963499997437, 0.15625846100010676, 0.14852305600015825, 0.1741994680000971, 0.20624414600024465, 0.1436272949999875, 0.18106632800027, 0.13932047099979172, 0.15677487000039037, 0.1630189640000026, 0.1693079469996519, 0.165492304000054, 0.1532477270002346, 0.15408434700020734, 0.16635544900009336, 0.15409695199969065, 0.1596542900001623, 0.16686040500007948, 0.16717381799981013, 0.1303639259999727, 0.13215202999981557, 0.1593695250003293, 0.1648223520001011, 0.14541864099965096, 0.16983354900003178, 0.16767527899992274, 0.15449542599981214, 0.15644810000003417, 0.12501886200016088, 0.15222608100020807, 0.17353819100026158, 0.17010427800005345, 0.21656740699972943, 0.1531478470001275, 0.14843084199992518, 0.16582120100019893, 0.15463695500011454, 0.17625446800002464, 0.14934272599975884, 0.14892047300008926, 0.1607202220002364, 0.1396698439998545, 0.16202646100009588, 0.16398013600019112, 0.15198196500023187, 0.17962675299986586, 0.1817679330001738, 0.16232181299983495, 0.1639565290001883, 0.15640011899995443, 0.152208569999857, 0.15878489100032311, 0.15986566299989136, 0.15091080699994563, 0.16989413700002842, 0.1550156660000539, 0.15205319100005, 0.15655163099972924, 0.16427958699978262, 0.18696909599975697, 0.1765828419997888, 0.17872185499982152, 0.1741543590001129, 0.15638532599996324, 0.16341224300003887, 0.1547132750001765]\n"
     ]
    }
   ],
   "source": [
    "query = \"Hello, world! 这是一个测试句子\"\n",
    "repeat_count = 100  # 重复次数\n",
    "print(f\"===== 第一次：{repeat_count}次查询（无缓存） =====\")\n",
    "tic = time.time()\n",
    "time_list = []\n",
    "for i in range(repeat_count):\n",
    "    start_time = time.perf_counter()\n",
    "    cached_embedder.embed_query(query)\n",
    "    spend_time = time.perf_counter() - start_time\n",
    "    time_list.append(spend_time)\n",
    "print(f\"总耗时：{time.time() - tic:.2f}秒\\n\")\n",
    "print(\"time_list: \", time_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8b6d1f00",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 删除当前缓存\n",
    "! rm -rf ./embedding_cache/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ea3b9334",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== 第二次：100次查询（有缓存） =====\n",
      "总耗时：0.85秒\n",
      "\n",
      "time_list:  [0.17721225800005413, 0.017037539000284596, 0.005868567999641527, 0.010256301000026724, 0.004402932000175497, 0.0066558849998727965, 0.004839757999889116, 0.004383364000204892, 0.004564681999909226, 0.006169545999910042, 0.018353673000092385, 0.004435783000189986, 0.0061809420003555715, 0.00861022699973546, 0.004315247000249656, 0.00508384400018258, 0.00617769300015425, 0.004156820000389416, 0.0043132769997100695, 0.022643429999789078, 0.005845145999956003, 0.004542730000139272, 0.00468702599982862, 0.004693467999913992, 0.004128433999994741, 0.0032714250000935863, 0.0033224829999198846, 0.003200202000243735, 0.0037774749998789048, 0.0034154810000472935, 0.0030063569997764716, 0.0039797790000193345, 0.0032811659998515097, 0.003064037000058306, 0.003366759000073216, 0.00316536799982714, 0.003510488000301848, 0.003193970999745943, 0.0034184470000582223, 0.0193812889997389, 0.005403578999903402, 0.009184129999994184, 0.004326058000060584, 0.00422003300036522, 0.005640669000058551, 0.00424782599975515, 0.004562651000014739, 0.004906140999992203, 0.020547631999761506, 0.00470378999989407, 0.0048651280003468855, 0.009172116000172537, 0.0047255259996745735, 0.004477637000036339, 0.006848764000096708, 0.0048079579996738175, 0.007216849000087677, 0.018855561000236776, 0.004521810000369442, 0.004864581999754591, 0.021234041999832698, 0.007988597999883496, 0.004580525000164926, 0.005549418000100559, 0.004757755999889923, 0.004289597000024514, 0.003138570000373875, 0.003039117999833252, 0.0038326829999277834, 0.003270278999934817, 0.0030884909997439536, 0.004227762000027724, 0.004582935999678739, 0.004290720999961195, 0.0046002650001355505, 0.003960764000112249, 0.008554060000278696, 0.017493494000063947, 0.005556503000207158, 0.0054085259998828406, 0.021649539999998524, 0.00465269400001489, 0.004657844000121258, 0.021915502999945602, 0.004809801999726915, 0.0064803870000105235, 0.010604308999973, 0.004467306999686116, 0.004288432000066678, 0.005351202999918314, 0.004273913000361063, 0.004357804000392207, 0.023044871000365674, 0.0047626680002395005, 0.005310741999892343, 0.008886182999958692, 0.018353205000039452, 0.004854582000007213, 0.0045185260000835115, 0.004706756999894424]\n"
     ]
    }
   ],
   "source": [
    "cached_embedder = CacheBackedEmbeddings.from_bytes_store(\n",
    "    underlying_embeddings=underlying_embeddings,\n",
    "    document_embedding_cache=store,\n",
    "    namespace=namespace,\n",
    "    query_embedding_cache=True, # 先打开这个参数\n",
    ")\n",
    "query = \"Hello, world! 这是一个测试句子?\" # 为了防止前面缓存，最后面加个？\n",
    "repeat_count = 100  # 重复次数\n",
    "print(f\"===== 第二次：{repeat_count}次查询（有缓存） =====\")\n",
    "tic = time.time()\n",
    "# 第一次耗时长，后面99次用第一次的缓存。\n",
    "time_list = []\n",
    "for i in range(repeat_count):\n",
    "    start_time = time.perf_counter()\n",
    "    cached_embedder.embed_query(query)\n",
    "    spend_time = time.perf_counter() - start_time\n",
    "    time_list.append(spend_time)\n",
    "print(f\"总耗时：{time.time() - tic:.2f}秒\\n\")\n",
    "print(\"time_list: \", time_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6106d65a",
   "metadata": {},
   "source": [
    "## 放内存里(短期批量任务)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c733281f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== 第一次：100次查询（缓存在内存里） =====\n",
      "总耗时：0.21秒\n",
      "\n",
      "time_list:  [0.20759326300003522, 8.373700029551401e-05, 6.959499978620443e-05, 6.556900007126387e-05, 6.455799984905752e-05, 6.629700010307715e-05, 6.471799997598282e-05, 6.578500006071408e-05, 6.569700008185464e-05, 6.563600027220673e-05, 6.457900008172146e-05, 6.523999991259188e-05, 8.456400018985732e-05, 7.127700018827454e-05, 6.703000008201343e-05, 6.683900028292555e-05, 6.810200011386769e-05, 6.751800037818612e-05, 6.66209998598788e-05, 6.717899987052078e-05, 6.573400014531217e-05, 6.563400029335753e-05, 6.635199997617747e-05, 6.735900024068542e-05, 6.67750000502565e-05, 6.526200013468042e-05, 6.725299999743584e-05, 8.446599986200454e-05, 7.214900006147218e-05, 6.776300006094971e-05, 6.491899966931669e-05, 6.654799972238834e-05, 6.592799991267384e-05, 6.492100010291324e-05, 6.526100014525582e-05, 6.590800012418185e-05, 6.427199969039066e-05, 6.478500017692568e-05, 6.573700011358596e-05, 6.436300009227125e-05, 6.490200030384585e-05, 6.487500013463432e-05, 6.471599999713362e-05, 6.528799985972e-05, 7.415399977617199e-05, 7.367799980784184e-05, 6.628900018768036e-05, 6.570799996552523e-05, 6.520599981740816e-05, 7.161600024119252e-05, 7.59860004109214e-05, 6.673100006082677e-05, 6.616400014536339e-05, 6.602800021937583e-05, 6.401799964805832e-05, 6.398899995474494e-05, 6.491900012406404e-05, 6.431000019802013e-05, 6.415799998649163e-05, 6.462500005000038e-05, 6.407899991245358e-05, 6.42859999970824e-05, 6.388099973264616e-05, 6.36550003036973e-05, 6.471699998655822e-05, 6.38280002931424e-05, 6.471799997598282e-05, 6.504099974335986e-05, 6.406500006050919e-05, 6.507499983854359e-05, 6.425899982787087e-05, 6.400999973266153e-05, 6.399599988071714e-05, 6.435900013457285e-05, 6.392500017682323e-05, 6.3748999764357e-05, 6.403799989129766e-05, 7.421000009344425e-05, 6.977700013521826e-05, 6.534900012411526e-05, 6.46720000077039e-05, 6.44430001557339e-05, 6.343499990180135e-05, 6.408399985957658e-05, 6.361399982779403e-05, 6.401199971151073e-05, 6.37329999335634e-05, 6.416899987016222e-05, 6.357199981721351e-05, 6.381000002875226e-05, 6.372799998644041e-05, 6.480599995484226e-05, 6.38089995845803e-05, 6.416000042008818e-05, 6.399099993359414e-05, 6.460900021920679e-05, 6.377399995471933e-05, 6.386499990185257e-05, 6.407599994417978e-05, 6.446299994422588e-05]\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "from langchain_classic.embeddings import CacheBackedEmbeddings\n",
    "from langchain_classic.storage import LocalFileStore\n",
    "from langchain_ollama import OllamaEmbeddings\n",
    "from langchain_core.vectorstores import InMemoryVectorStore\n",
    "from langchain_classic.storage import InMemoryByteStore\n",
    "# 初始化底层嵌入模型（使用本地Ollama的bge-m3）\n",
    "underlying_embeddings = OllamaEmbeddings(\n",
    "    base_url=\"http://host.docker.internal:11434\",  # 适配Docker环境的Ollama地址\n",
    "    model=\"bge-m3:latest\", # 这里是ollama软件里展示的，而不是随便起的。\n",
    ")\n",
    "namespace = \"bge-m3\" # 可以自定义\n",
    "# 放内存里。如果内存清空，那就没有了。！！！\n",
    "# store = InMemoryVectorStore(underlying_embeddings)\n",
    "store = InMemoryByteStore()\n",
    "# 初始化带缓存的嵌入器（使用处理后的安全命名空间）\n",
    "cached_embedder = CacheBackedEmbeddings.from_bytes_store(\n",
    "    underlying_embeddings=underlying_embeddings,\n",
    "    document_embedding_cache=store,\n",
    "    namespace=namespace,\n",
    "    query_embedding_cache=True,\n",
    ")\n",
    "query = \"Hello, world! 这是一个测试句子\"\n",
    "repeat_count = 100  # 重复次数\n",
    "print(f\"===== 第一次：{repeat_count}次查询（缓存在内存里） =====\")\n",
    "tic = time.time()\n",
    "time_list = []\n",
    "for i in range(repeat_count):\n",
    "    start_time = time.perf_counter()\n",
    "    cached_embedder.embed_query(query)\n",
    "    spend_time = time.perf_counter() - start_time\n",
    "    time_list.append(spend_time)\n",
    "print(f\"总耗时：{time.time() - tic:.2f}秒\\n\")\n",
    "print(\"time_list: \", time_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3112946",
   "metadata": {},
   "source": [
    "可以看到，放内存基本上不用再多耗时。缺点就是内存被flushall，服务器宕机就没有了。"
   ]
  }
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